{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"abstract_nonphoto\", \"score\": 0.17578125}, {\"name\": \"abstract_shape\", \"score\": 0.390625}, {\"name\": \"others_\", \"score\": 0.04296875}, {\"name\": \"outdoor_\", \"score\": 0.00390625, \"detail\": {\"landmarks\": []}}], \"color\": {\"dominantColorForeground\": \"White\", \"dominantColorBackground\": \"White\", \"dominantColors\": [\"White\", \"Black\"], \"accentColor\": \"C44307\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"drawing\"], \"captions\": [{\"text\": \"a drawing of a face\", \"confidence\": 0.41021906034752725}]}, \"requestId\": \"d1de45aa-d57a-4624-b814-47eadcbb5f20\", \"metadata\": {\"height\": 595, \"width\": 660, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "endpoint = \"https://computervisiontest01.cognitiveservices.azure.cn/\"\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "subscription_key = \"a73dc788ea304658a86d305400576ae5\"\n",
    "\n",
    "# base url\n",
    "analyze_url = endpoint +\"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://timgsa.baidu.com/timg?image&quality=80&size=b9999_10000&sec=1603173947972&di=2ab6729094b3a6914874772b474f0ad3&imgtype=0&src=http%3A%2F%2Fi0.hdslb.com%2Fbfs%2Farticle%2F44cf229077eeb4fd7c45bf00389b927ffa9aa6da.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "# 参数\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "# 请求主体body\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
